Method for testing and identifying underwater sound noise based on small wave area
A technology of wavelet domain and noise, which is applied in the field of target detection and recognition of naval weapons and equipment, can solve the problems of poor model practicability, large amount of calculation, and inability to realize ship noise detection, and achieve improved recognition rate and robustness, and improved detection capabilities Effect
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[0025] 1. Use a sampling rate of 512Hz to collect 0.25 second ship noise signals (under different transverse distances, different speeds, different tonnages and different sea conditions) and marine environmental noise x(t), with a length of 128 points. Taking these signals as training samples, first remove the mean of x(t) to get x 1 (t). to x 1 (t) is normalized (divided by the largest absolute value of the respective signals), and s(t) is obtained. Then choose the wavelet as the Haar wavelet, and perform wavelet decomposition on s(t) respectively, the maximum scale is 5, and the number of wavelet coefficients on the 5th scale is 8, thus forming 8 binary trees rooted at these 8 nodes. The wavelet coefficients on each node have two states M=2, and a tree structure in the wavelet domain is formed.
[0026] 2. Using the tree structure in the wavelet domain and using the EM (Mathematical Expectation Maximization) algorithm, obtain the respective HMT models of ship noise and ma...
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